exolve-begin exolve-title: Machine Learning – Crossword exolve-width: 20 exolve-height: 22 exolve-grid: ...................F ...................I ...................N .SVM........L......E .T........ELASTICNET .A..........B......U .B.......ATTENTION.N .L.B.....U..L......I RECALL...T.........N .D.G....ROCCURVE.B.G .I.O.....G.......I.. .F.F.C...R.......A.. .F.W.O..NAIVEBAYES.. .U.O.N...D...A...... .S.R.V.....BYTEPAIR. .I.DROPOUT...C.....K .O.S.L.....L.H.....A .N...U.EXPLAINABLEAI .....T.P...S.O..S..M .....I.O...S.R..T..I .....O.C...O.M..M..N ....ONEHOT.........G exolve-across: 2 Finds the best boundary to separate two groups 4 Mix of L1 and L2 regularization penalties 5 Mechanism to focus on important info 7 Plots recall vs false positive rate to evaluate classification models 8 Graph that shows trade-off of sensitivity and fall-out 11 A simple probability model often used for text 13 Text tokenization method (BPE) 14 Technique to prevent overfitting 17 AI that can explain its decisions 19 Converts categories into columns of 0s and 1s exolve-down: 1 Adapting pre-trained model to new task 2 Popular text-to-image AI system 3 The answer or output the model must predict 5 Automatic differentiation in training 6 Counts words in a text without order 9 Extra term that improves model fitting 10 Operation in CNNs for extracting features 12 Normalizes layer inputs for stable training 15 Weight initialization method 16 Regression that shrinks some weights to zero 17 One full pass through the training dataset 18 RNN with input, forget, and output gates exolve-end